{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Forecasting with HCrystalBall forecaster\n",
    "This tutorial shows, how to use [HCrystalBall](https://github.com/heidelbergcement/hcrystalball)'s compliant estimator within `sktime` eco-system for the time-series forecasting.\n",
    "\n",
    "There is an existing [documentation](https://hcrystalball.readthedocs.io/en/latest/) containing full set of features (also with [tutorial](https://hcrystalball.readthedocs.io/en/latest/examples/02_tutorial.html)), so the main goal of this notebook is highlighting differences and additions to `sktime` possibilites."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Setup\n",
    "`hcrystalball` is a soft dependency, that you would need to install with `conda install -c conda-forge hcrystalball` or `pip install hcrystalball`"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Usage in sktime"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-19T14:31:51.738256Z",
     "iopub.status.busy": "2020-12-19T14:31:51.737644Z",
     "iopub.status.idle": "2020-12-19T14:31:51.815772Z",
     "shell.execute_reply": "2020-12-19T14:31:51.816436Z"
    }
   },
   "outputs": [],
   "source": [
    "from warnings import simplefilter\n",
    "\n",
    "import numpy as np\n",
    "\n",
    "simplefilter(\"ignore\", FutureWarning)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-19T14:31:51.820316Z",
     "iopub.status.busy": "2020-12-19T14:31:51.819745Z",
     "iopub.status.idle": "2020-12-19T14:31:52.427324Z",
     "shell.execute_reply": "2020-12-19T14:31:52.427829Z"
    }
   },
   "outputs": [],
   "source": [
    "from sktime.datasets import load_airline\n",
    "from sktime.forecasting.model_selection import temporal_train_test_split\n",
    "from sktime.performance_metrics.forecasting import smape_loss\n",
    "from sktime.utils.plotting import plot_series"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-19T14:31:52.439165Z",
     "iopub.status.busy": "2020-12-19T14:31:52.438608Z",
     "iopub.status.idle": "2020-12-19T14:31:52.440811Z",
     "shell.execute_reply": "2020-12-19T14:31:52.441307Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "108 36\n"
     ]
    }
   ],
   "source": [
    "y = load_airline()\n",
    "# our HCrystalball wrapper currently only supports pd.DatetimeIndex types\n",
    "y.index = y.index.to_timestamp()\n",
    "y_train, y_test = temporal_train_test_split(y, test_size=36)\n",
    "print(y_train.shape[0], y_test.shape[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-19T14:31:52.444761Z",
     "iopub.status.busy": "2020-12-19T14:31:52.444274Z",
     "iopub.status.idle": "2020-12-19T14:31:53.388985Z",
     "shell.execute_reply": "2020-12-19T14:31:53.389498Z"
    }
   },
   "outputs": [],
   "source": [
    "from hcrystalball.ensemble import SimpleEnsemble\n",
    "from hcrystalball.wrappers import (\n",
    "    ExponentialSmoothingWrapper,\n",
    "    SarimaxWrapper,\n",
    "    get_sklearn_wrapper,\n",
    ")\n",
    "from sklearn.ensemble import RandomForestRegressor\n",
    "from sklearn.linear_model import ElasticNet\n",
    "\n",
    "from sktime.forecasting.hcrystalball import HCrystalBallForecaster"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-19T14:31:53.394515Z",
     "iopub.status.busy": "2020-12-19T14:31:53.394018Z",
     "iopub.status.idle": "2020-12-19T14:31:53.395638Z",
     "shell.execute_reply": "2020-12-19T14:31:53.396124Z"
    }
   },
   "outputs": [],
   "source": [
    "models = {\n",
    "    \"sarimax\": SarimaxWrapper(init_with_autoarima=True, autoarima_dict={\"m\": 12}),\n",
    "    \"smoothing\": ExponentialSmoothingWrapper(\n",
    "        trend=\"add\", seasonal=\"multiplicative\", seasonal_periods=12\n",
    "    ),\n",
    "    \"sklearn_linear\": get_sklearn_wrapper(ElasticNet),\n",
    "    \"sklearn_forest\": get_sklearn_wrapper(RandomForestRegressor, n_estimators=100),\n",
    "    \"avg_ensemble\": SimpleEnsemble(\n",
    "        base_learners=[\n",
    "            get_sklearn_wrapper(ElasticNet, name=\"sklearn_linear\"),\n",
    "            ExponentialSmoothingWrapper(\n",
    "                trend=\"add\",\n",
    "                seasonal=\"multiplicative\",\n",
    "                seasonal_periods=12,\n",
    "                name=\"smoothing\",\n",
    "            ),\n",
    "        ],\n",
    "        ensemble_func=\"mean\",\n",
    "    ),\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-19T14:31:53.398960Z",
     "iopub.status.busy": "2020-12-19T14:31:53.398475Z",
     "iopub.status.idle": "2020-12-19T14:31:53.399903Z",
     "shell.execute_reply": "2020-12-19T14:31:53.400396Z"
    }
   },
   "outputs": [],
   "source": [
    "# from hcrystalball.feature_extraction import HolidayTransformer, SeasonalityTransformer\n",
    "# from hcrystalball.wrappers import ProphetWrapper\n",
    "\n",
    "# other_models = {\n",
    "#     # needs fbprophet with its dependencies installed\n",
    "#     \"prophet\": ProphetWrapper(),\n",
    "#     # works only with daily data frequency\n",
    "#     \"sklearn_forest_holiday\": Pipeline(\n",
    "#         [\n",
    "#             (\"seasonality\", SeasonalityTransformer(freq=\"M\")),\n",
    "#             (\n",
    "#                 \"holiday\",\n",
    "#                 HolidayTransformer(\n",
    "#                     country_code=\"DE\", days_before=2, days_after=1, bridge_days=True\n",
    "#                 ),\n",
    "#             )(\"model\", get_sklearn_wrapper(RandomForestRegressor)),\n",
    "#         ]\n",
    "#     ),\n",
    "# }"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-19T14:31:53.403514Z",
     "iopub.status.busy": "2020-12-19T14:31:53.403046Z",
     "iopub.status.idle": "2020-12-19T14:31:53.404479Z",
     "shell.execute_reply": "2020-12-19T14:31:53.404970Z"
    }
   },
   "outputs": [],
   "source": [
    "fh = np.arange(len(y_test)) + 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-19T14:31:53.410807Z",
     "iopub.status.busy": "2020-12-19T14:31:53.410173Z",
     "iopub.status.idle": "2020-12-19T14:31:56.187652Z",
     "shell.execute_reply": "2020-12-19T14:31:56.188293Z"
    }
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for model_name, model in models.items():\n",
    "    forecaster = HCrystalBallForecaster(model)\n",
    "    # if provided in the data, exogenous variables are supported over X_train, X_pred\n",
    "    forecaster.fit(y_train)\n",
    "    y_pred = forecaster.predict(fh)\n",
    "    plot_series(\n",
    "        y_train,\n",
    "        y_test,\n",
    "        y_pred,\n",
    "        labels=[\n",
    "            \"y_train\",\n",
    "            \"y_test\",\n",
    "            f\"y_pred_{model_name}[smape_loss:{smape_loss(y_pred, y_test):.3}]\",\n",
    "        ],\n",
    "    )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*Note: As we see, the `RandomForestRegressor` does not cope well with trended data (cannot predict value from before unseen range). Adding detrender and other features might be used here.*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Main Functionality\n",
    "\n",
    "### HolidayTransformer\n",
    " - create feature for **holidays** given county ISO code (optionally also region, e.g. DE-NW) from the **day** (data need to have **daily frequency**)\n",
    " - allows simple modelling of **before and after holidays effects** (use-case: \"Our company does not sell much in the **Christmas time period**\")\n",
    " - allows usage of **multiple holiday codes** (use-case: \"Our company is located at the borders, having sales influenced by holidays in **Germany and France**\")\n",
    " - [see examples](https://hcrystalball.readthedocs.io/en/latest/examples/tutorial/wrappers/04_seasonalities_and_holidays.html)\n",
    "\n",
    "### SeasonalityTransformer\n",
    " - create features for day of the week and similar\n",
    " - can be automatically inferred from the data frequency\n",
    "\n",
    "### ProphetWrapper\n",
    " - wrapper for [fbprophet](https://facebook.github.io/prophet/) library\n",
    " - [learn more on the usage](https://hcrystalball.readthedocs.io/en/latest/examples/tutorial/wrappers/06_advanced_prophet.html)\n",
    "\n",
    ">_Prophet is a procedure for forecasting time series data based on an additive model where non-linear trends are fit with yearly, weekly, and daily seasonality, plus holiday effects. It works best with time series that have strong seasonal effects and several seasons of historical data. Prophet is robust to missing data and shifts in the trend, and typically handles outliers well._\n",
    "\n",
    ">_Taylor SJ, Letham B. 2017. [Forecasting at scale](https://doi.org/10.7287/peerj.preprints.3190v2). PeerJ Preprints 5:e3190v2 https://doi.org/10.7287/peerj.preprints.3190v2_\n",
    "\n",
    "### StackingEnsemble\n",
    " - own implementation of stacked ensemble\n",
    " - meta model allows for having (apart from predictions from base models) features for weekday and horizon\n",
    " - (use-case: **exponential smoothing is better in modelling short horizon, while sklearn for long ones, meta model might pick that information**)\n",
    " - [learn more](https://hcrystalball.readthedocs.io/en/latest/examples/tutorial/wrappers/08_ensembles.html#Stacking-Ensembles)\n",
    "\n",
    "### SklearnWrapper\n",
    " - own implementation of sklearn compatible regressors -> to time-series forecasters\n",
    " - uses lags depending on the forecasting horizon, that needs to be know already at the fitting time\n",
    " - [learn more](https://hcrystalball.readthedocs.io/en/latest/examples/tutorial/wrappers/02_ar_modelling_in_sklearn.html)\n",
    "\n",
    "### TBATSWrapper\n",
    " - wrapper for [tbats](https://github.com/intive-DataScience/tbats) library\n",
    " - python implementation of methods for complex seasonal patterns\n",
    "\n",
    ">_De Livera, A.M., Hyndman, R.J., & Snyder, R. D. (2011), Forecasting time series with complex seasonal patterns using exponential sm_oothing, Journal of the American Statistical Association, 106(496), 1513-1527._"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Performance\n",
    "Depending on the dataset (frequency, additonal features, trend, seasonality, ...), there are certain things that (dis)allow for usage of different techinques. Take a look at the [HCrystalBall docs]((https://hcrystalball.readthedocs.io/en/latest/examples/02_tutorial.html)) to see performance on the **daily data** with **exogenous variables** and **holiday** information (domain HCrystalBall was mainly developed against)"
   ]
  }
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